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References in periodicals archive ?
Previous analysis illustrates that the cluster number mainly depends on node's communication radius.
Caption: Figure 13: Different carbon cluster numbers in same particle size models.
Figures 4-7 report AC and NMI versus the cluster number on four benchmark datasets, respectively.
Dataset Sample number Kernel number Cluster number Caltech102 1530 25 102 CCV 6773 6 20 Digital 2000 3 10 Flower17 1360 7 17 Flower102 8189 4 102 ProteinFold 694 12 27 Table 2: Performance comparisons between the initialization and the corresponding late fusion in terms of NMI (%).
Then, the sink node broadcasts the center coordinate of each cluster and the cluster number to the corresponding node.
Input: Data set F; cluster number p; must-link constraints [L.sub.m] [subset] F x F; cannot-link constraints [L.sub.c] [subset not equal to] F x F Output: Flow clusters (1) Let [c.sub.1] ...
Different p values lead to different cluster numbers. Larger p values generate more clusters.
As discussed in Section 2.1, PV data have some features, such as non-spherical, cluster centers have a relatively large distance from any points with a higher local density, and cluster number cannot be predefined.
It can be demonstrated that, as [s.sub.threshold] increases, the chance of communication between agents outside the confidence bound is improved and the opinion cluster number is decreased to achieve consensus.
A novel initialization scheme to determine the cluster number and obtain the initial cluster centers for the FCM algorithm to segment color images is introduced in [40].
Optimal Cluster Number. The training data were optimized based on the validity index proposed in this paper, and the curve of clustering comprehensive quality with different numbers of clusters is shown in Figure 1.
However, it is still hard to determine the K-Means cluster number, and few works have been done to compare it with other cluster methods.
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